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Applications of Machine Learning
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Volume Details

Volume Number: 11139
Date Published: 6 November 2019

Table of Contents
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Front Matter: Volume 11139
Author(s): Proceedings of SPIE
Machine learning prediction of defect types for electroluminescence images of photovoltaic panels
Author(s): Claire Mantel; Frederik Villebro; Gisele Alves dos Reis Benatto; Harsh Rajesh Parikh; Stefan Wendlandt; Kabir Hossain; Peter Poulsen; Sergiu Spataru; Dezso Sera; Søren Forchhammer
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Deep learning-based semantic segmentation for in-process monitoring in laser welding applications
Author(s): C. Knaak; G. Kolter; F. Schulze; M. Kröger; P. Abels
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Image classification and control of microfluidic systems
Author(s): Albert B. Chu; Du Nguyen; Alan D. Kaplan; Brian Giera
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Deep learning for automated defect detection in high-reliability electronic parts
Author(s): Emily A. Donahue; Tu-Thach Quach; Kevin Potter; Cari Martinez; Matthew Smith; Christian D. Turner
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Sensor networks and artificial intelligence for real time motion analysis
Author(s): Jean-Pierre Leduc
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Semantic segmentation in egocentric video frames with deep learning for recognition of activities of daily living
Author(s): José A. Zamorano Raya; Mireya S. García Vázquez; Juan C. Jaimes Méndez; Abraham Montoya Obeso; Jorge L. Compean Aguirre; Alejandro A. Ramírez Acosta
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Image disambiguation with deep neural networks
Author(s): Omar DeGuchy; Alex Ho; Roummel F. Marcia
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Restoration of turbulence-degraded images based on deep convolutional network
Author(s): Xiangyu Bai; Ming Liu; Chuan He; Liquan Dong; Yuejin Zhao; Xiaohua Liu
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Digital neuromorphic chips for deep learning inference: a comprehensive study
Author(s): Hamed F. Langroudi; Tej Pandit; Mark Indovina; Dhireesha Kudithipudi
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Digit recognition based on programmable nanophotonic processor
Author(s): Yuan Chen; Yi Huang; Jinlei Zhang; Zhentao Qin; Zhenrong Zheng
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Reconstruct missing pixels of Landsat land surface temperature product using a CNN with partial convolution
Author(s): Maosi Chen; Benjamin H. Newell; Zhibin Sun; Chelsea A. Corr; Wei Gao
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Conditional generative adversarial networks for data augmentation and adaptation in remotely sensed imagery
Author(s): Jonathan Howe; Kyle Pula; Aaron A. Reite
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Unsupervised feature learning in remote sensing
Author(s): Aaron Reite; Scott Kangas; Zackery Steck; Steven Goley; Jonathan Von Stroh; Steven Forsyth
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Phenomenological versus random data augmentation for hyperspectral target detection
Author(s): Joshua D. Zollweg; Charles F. LaCasse; Braden J. Smith
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Paired neural networks for hyperspectral target detection
Author(s): Dylan Z. Anderson; Joshua D. Zollweg; Braden J. Smith
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A deep learning framework for mesh relaxation in arbitrary Lagrangian-Eulerian simulations
Author(s): Ming Jiang; Brian Gallagher; Noah Mandell; Alister Maguire; Keith Henderson; George Weinert
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Trade-offs between inference and learning in image segmentation
Author(s): Quan Nguyen; Reid Porter; Beate Zimmer
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ML health monitor: taking the pulse of machine learning algorithms in production
Author(s): Sindhu Ghanta; Sriram Subramanian; Lior Khermosh; Swaminathan Sundararaman; Harshil Shah; Yakov Goldberg; Drew Roselli; Nisha Talagala
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Simple generative model for assessing feature selection based on relevance, redundancy, and redundancy
Author(s): James Theiler
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Nonlinear spectral preprocessing for small-brain machine learning
Author(s): Luat T. Vuong; Hobson Lane
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Glaucoma diagnosis using transfer learning methods
Author(s): Amitojdeep Singh; Sourya Sengupta; Vasudevan Lakshminarayanan
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Cross-domain diabetic retinopathy detection using deep learning
Author(s): Sourya Sengupta; Amitojdeep Singh; John Zelek; Vasudevan Lakshminarayanan
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Performance analysis of machine learning and deep learning architectures for malaria detection on cell images
Author(s): Barath Narayanan Narayanan; Redha Ali; Russell C. Hardie
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Histopathological image classification with deep convolutional neural networks
Author(s): Md. Zahangir Alom; Theus Aspiras; Tarek M. Taha; Vijayan K. Asari
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Automated quantification of DNA damage via deep transfer learning based analysis of comet assay images
Author(s): Srikanth Namuduri; Barath Narayanan Narayanan; Mahsa Karbaschi; Marcus Cooke; Shekhar Bhansali
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Classification of quantitative phase images of cancer cells using machine learning (Conference Presentation)
Author(s): Natan T. Shaked
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Feasibility of sparse contact thermometry as a method for breast cancer detection
Author(s): Raymundo González Leal; Francisco Javier González
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Transfer learning approach to multiclass classification of child facial expressions
Author(s): Megan A. Witherow; Manar D. Samad; Khan M. Iftekharuddin
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Non-invasive detection of breast cancer using deep learning (Conference Presentation)
Author(s): Tarek M. Taha; Rishad Raiyan; Sharmin Akhtar; Rayhana Awwal; Md. Zahangir Alom
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Support vector machine and convolutional neural network based approaches for defect detection in fused filament fabrication
Author(s): Barath Narayanan Narayanan; Kelly Beigh; Gregory Loughnane; Nilesh Powar
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Crack detection of UAV concrete surface images
Author(s): D. Han
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Visual attentiveness recognition using probabilistic neural network
Author(s): Yi-Chun Chen; Yi-Jing Lin; I-Chieh Chen; Chia-Ju Peng; Yu-Jian Hu; Shih-Jui Chen
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Monitoring forest disturbance using change detection on synthetic aperture radar imagery
Author(s): Alice M. S. Durieux; Matthew T. Calef; Scott Arko; Rick Chartrand; Caitlin Kontgis; Ryan Keisler; Michael S. Warren
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Road network mapping from aerial images
Author(s): Suchit Jain; Rohan Mittal; Prakamya Mishra; Aakash Sinha
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An efficient framework for monitoring tree cover in an area through aerial images
Author(s): Suchit Jain; Rohan Mittal; Arpan Jain; Aakash Sinha
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Weed classification in grasslands using convolutional neural networks
Author(s): Lyndon N. Smith; Arlo Byrne; Mark F. Hansen; Wenhao Zhang; Melvyn L. Smith
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Nature of distracted driving in various physiological conditions
Author(s): Yihang Chu; Hasanur Rahman Chowdhury; Abu Mitul; Nezam Uddin; Mohammad Jobayer Hossain; Dean Aslam
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